Filtration Rates (L/hr/m^2) predicted by Total Particulate Matter (ug/L) of seston

## 
## Call:
## lm(formula = L_hr_m2 ~ Avg_TPM, data = Filter_data)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -2358.26   -36.11   170.07   415.39   971.66 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)
## (Intercept)   -127.7      224.0  -0.570    0.576
## Avg_TPM        255.7     9660.4   0.026    0.979
## 
## Residual standard error: 786.8 on 18 degrees of freedom
## Multiple R-squared:  3.894e-05,  Adjusted R-squared:  -0.05551 
## F-statistic: 0.0007009 on 1 and 18 DF,  p-value: 0.9792

Filtration Rates (L/hr/m^2) predicted by Organic Content of seston

## 
## Call:
## lm(formula = L_hr_m2 ~ Avg_OC_Ratio, data = Filter_data)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -2387.08   -51.87   213.60   398.26   995.60 
## 
## Coefficients:
##              Estimate Std. Error t value Pr(>|t|)
## (Intercept)    -835.0     1956.0  -0.427    0.675
## Avg_OC_Ratio    918.2     2516.1   0.365    0.719
## 
## Residual standard error: 783.9 on 18 degrees of freedom
## Multiple R-squared:  0.007344,   Adjusted R-squared:  -0.0478 
## F-statistic: 0.1332 on 1 and 18 DF,  p-value: 0.7194

## 
## Call:
## lm(formula = L_hr_m2 ~ Avg_OC_Ratio, data = (Filter_data %>% 
##     filter(Site == "Deanza")))
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -1061.55   -52.00   -13.55    80.86  1027.23 
## 
## Coefficients:
##              Estimate Std. Error t value Pr(>|t|)
## (Intercept)     -3719       2284  -1.628    0.148
## Avg_OC_Ratio     4926       3053   1.614    0.151
## 
## Residual standard error: 571.3 on 7 degrees of freedom
## Multiple R-squared:  0.2711, Adjusted R-squared:  0.167 
## F-statistic: 2.604 on 1 and 7 DF,  p-value: 0.1506

## 
## Call:
## lm(formula = L_hr_m2 ~ Avg_OC_Ratio, data = (Filter_data %>% 
##     filter(Site == "Morro Bay")))
## 
## Residuals:
##      1      2      3 
## -139.0  307.9 -168.9 
## 
## Coefficients:
##              Estimate Std. Error t value Pr(>|t|)
## (Intercept)      1671       2548   0.656    0.630
## Avg_OC_Ratio    -2156       3421  -0.630    0.642
## 
## Residual standard error: 377.7 on 1 degrees of freedom
## Multiple R-squared:  0.2843, Adjusted R-squared:  -0.4314 
## F-statistic: 0.3972 on 1 and 1 DF,  p-value: 0.642

## 
## Call:
## lm(formula = L_hr_m2 ~ Avg_OC_Ratio, data = (Filter_data %>% 
##     filter(Site == "San Rafael")))
## 
## Residuals:
##       1       2       3       4 
##  487.92 -293.42 -118.05  -76.45 
## 
## Coefficients:
##              Estimate Std. Error t value Pr(>|t|)
## (Intercept)     -9539       4429  -2.154    0.164
## Avg_OC_Ratio    10948       5136   2.132    0.167
## 
## Residual standard error: 414.7 on 2 degrees of freedom
## Multiple R-squared:  0.6944, Adjusted R-squared:  0.5416 
## F-statistic: 4.544 on 1 and 2 DF,  p-value: 0.1667

## 
## Call:
## lm(formula = L_hr_m2 ~ Avg_OC_Ratio, data = (Filter_data %>% 
##     filter(Site == "Shellmaker")))
## 
## Residuals:
##       1       2       3       4 
##  -386.3   204.9 -1001.7  1183.0 
## 
## Coefficients:
##              Estimate Std. Error t value Pr(>|t|)
## (Intercept)     28222      17580   1.605    0.250
## Avg_OC_Ratio   -36992      22659  -1.633    0.244
## 
## Residual standard error: 1139 on 2 degrees of freedom
## Multiple R-squared:  0.5713, Adjusted R-squared:  0.357 
## F-statistic: 2.665 on 1 and 2 DF,  p-value: 0.2442

Filtration Rate (L/hr/m^2) predicted by Temperature (Linear Model, 95% CI)

## 
## Call:
## lm(formula = L_hr_m2 ~ Temp_C_Up, data = Filter_data)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -2366.48   -50.36   184.98   368.46  1078.46 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)
## (Intercept)   874.45    1504.45   0.581    0.568
## Temp_C_Up     -51.46      77.02  -0.668    0.512
## 
## Residual standard error: 777.2 on 18 degrees of freedom
## Multiple R-squared:  0.0242, Adjusted R-squared:  -0.03001 
## F-statistic: 0.4465 on 1 and 18 DF,  p-value: 0.5125

Filtration Rate (L/hr/m^2) predicted by Salinity (Linear Model, 95% CI)

## 
## Call:
## lm(formula = L_hr_m2 ~ Sal_ppt_Up, data = Filter_data)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -2308.0  -100.8   167.4   410.9   895.4 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)
## (Intercept) -1676.75    2263.90  -0.741    0.468
## Sal_ppt_Up     44.52      64.72   0.688    0.500
## 
## Residual standard error: 776.7 on 18 degrees of freedom
## Multiple R-squared:  0.02561,    Adjusted R-squared:  -0.02852 
## F-statistic: 0.4732 on 1 and 18 DF,  p-value: 0.5003

## 
## Call:
## lm(formula = L_hr_m2 ~ Chl_ug_L_Up, data = Filter_data)
## 
## Residuals:
##     Min      1Q  Median      3Q     Max 
## -2202.5  -144.0   165.6   393.4  1169.8 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)
## (Intercept)   -648.5      424.3  -1.528    0.144
## Chl_ug_L_Up    137.3      102.0   1.346    0.195
## 
## Residual standard error: 750 on 18 degrees of freedom
## Multiple R-squared:  0.09139,    Adjusted R-squared:  0.04091 
## F-statistic:  1.81 on 1 and 18 DF,  p-value: 0.1952

## 
## Call:
## lm(formula = L_hr_m2 ~ Turbidity_NTU_Up, data = Filter_data)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -2343.65   -36.63   177.93   411.33   983.39 
## 
## Coefficients:
##                  Estimate Std. Error t value Pr(>|t|)
## (Intercept)      -153.810    242.382  -0.635    0.534
## Turbidity_NTU_Up    3.329     18.676   0.178    0.861
## 
## Residual standard error: 786.1 on 18 degrees of freedom
## Multiple R-squared:  0.001762,   Adjusted R-squared:  -0.0537 
## F-statistic: 0.03176 on 1 and 18 DF,  p-value: 0.8605

TPM vs OC Plot individual Sites TPM vs OC Bivalve Density Graphs

Olympia DTW predicted by Shell Length - Newport, CA

## 
## Call:
## lm(formula = tissue_dry_weight_g ~ length_mm, data = NPD_oly)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.15075 -0.04117 -0.02310  0.00174  1.14379 
## 
## Coefficients:
##              Estimate Std. Error t value Pr(>|t|)   
## (Intercept) -0.069933   0.067744  -1.032  0.30534   
## length_mm    0.005756   0.002092   2.752  0.00748 **
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.1464 on 73 degrees of freedom
## Multiple R-squared:  0.09396,    Adjusted R-squared:  0.08155 
## F-statistic: 7.571 on 1 and 73 DF,  p-value: 0.007477

## Warning in FUN(X[[i]], ...): NaNs produced

## Warning in FUN(X[[i]], ...): NaNs produced

## Warning in FUN(X[[i]], ...): NaNs produced
## Warning: Removed 1 rows containing non-finite values (stat_smooth).
## Warning: Removed 1 rows containing missing values (geom_point).

## Warning in eval(predvars, data, env): NaNs produced
## 
## Call:
## lm(formula = log10(tissue_dry_weight_g) ~ log10(length_mm), data = NPD_oly)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.54538 -0.15794  0.00082  0.12580  1.14545 
## 
## Coefficients:
##                  Estimate Std. Error t value Pr(>|t|)    
## (Intercept)       -3.9899     0.4398  -9.071 1.54e-13 ***
## log10(length_mm)   1.9427     0.2956   6.572 6.73e-09 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.2853 on 72 degrees of freedom
##   (1 observation deleted due to missingness)
## Multiple R-squared:  0.375,  Adjusted R-squared:  0.3663 
## F-statistic: 43.19 on 1 and 72 DF,  p-value: 6.733e-09

## Warning in FUN(X[[i]], ...): NaNs produced
## Warning in FUN(X[[i]], ...): NaNs produced

## Warning in FUN(X[[i]], ...): NaNs produced
## Warning: Removed 1 rows containing non-finite values (stat_smooth).
## Warning: Removed 1 rows containing missing values (geom_point).

## Warning in eval(predvars, data, env): NaNs produced
## 
## Call:
## lm(formula = log10(tissue_dry_weight_g) ~ length_mm, data = NPD_oly)
## 
## Residuals:
##      Min       1Q   Median       3Q      Max 
## -0.63412 -0.14706  0.00538  0.12412  1.11698 
## 
## Coefficients:
##             Estimate Std. Error t value Pr(>|t|)    
## (Intercept) -1.94496    0.13486 -14.422  < 2e-16 ***
## length_mm    0.02660    0.00415   6.411 1.32e-08 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## Residual standard error: 0.2879 on 72 degrees of freedom
##   (1 observation deleted due to missingness)
## Multiple R-squared:  0.3634, Adjusted R-squared:  0.3545 
## F-statistic:  41.1 on 1 and 72 DF,  p-value: 1.323e-08